{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using fCWT in Python"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Import required packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import fcwt\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate a 100s syntethic linear chirp signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "fs = 1000\n",
    "n = fs*100 #100 seconds\n",
    "ts = np.arange(n)\n",
    "\n",
    "#Generate linear chirp\n",
    "signal = np.sin(2*np.pi*((0.1+(2*ts)/n)*(ts/fs)))"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Quick analysis"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use fCWT's boilerplate code to quickly plot the CWT representation of the signal. \n",
    "\n",
    "**fcwt.plot(signal,fs,f0,f1,fn,nthreads,scaling,fast,norm)**\n",
    "\n",
    "|Arguments  |Description                |Default value|\n",
    "|:----------|:--------------------------|:------------|\n",
    "|signal     |signal to be analyzed      |-            |\n",
    "|fs         |sampling frequency         |-            |\n",
    "|f0         |lowest frequency           | lowest frequency possible |\n",
    "|f1         |highest frequency          | nyquist frequency |\n",
    "|fn         |number of frequencies      | 100         |\n",
    "|nthreads   |number of threads to use   | 1 (rule of thumb: use number of cores) |\n",
    "|scaling    |scaling of frequencies (lin or log)*  | lin         |\n",
    "|fast       |use optimization plans**    | False       |\n",
    "|norm       |normalize time-frequency output |True    |\n",
    "\n",
    "*See section 'Scaling' for more information\n",
    "\n",
    "**See section 'Optimization plans' for more information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f0 = 0.1 #lowest frequency\n",
    "f1 = 5 #highest frequency\n",
    "fn = 300 #number of frequencies\n",
    "\n",
    "#plot cwt\n",
    "fcwt.plot(signal, fs, f0=f0, f1=f1, fn=fn)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we want the actual time-frequency matrix, we can use fCWT's `cwt` function that has similar arguments as the `plot` function except that it does not infer the frequency range. You have to provide f0, f1 and fn.\n",
    "\n",
    "**frequencies, cwt = fcwt.cwt(signal,fs,f0,f1,fn,nthreads,scaling,fast,norm)**\n",
    "\n",
    "|Arguments  |Description                |Default value|\n",
    "|:----------|:--------------------------|:------------|\n",
    "|signal     |signal to be analyzed      |-            |\n",
    "|fs         |sampling frequency         |-            |\n",
    "|f0         |lowest frequency           |-            |\n",
    "|f1         |highest frequency          |-            |\n",
    "|fn         |number of frequencies      |-            |\n",
    "|nthreads   |number of threads to use   | 1 (rule of thumb: use number of cores) |\n",
    "|scaling    |scaling of frequencies (lin or log)*  | lin         |\n",
    "|fast       |use optimization plans**    | False       |\n",
    "|norm       |normalize time-frequency output |True    |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(300, 100000)\n"
     ]
    }
   ],
   "source": [
    "freqs, cwt = fcwt.cwt(signal, fs, f0, f1, fn)\n",
    "print(cwt.shape)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Advanced usage"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you know a bit about wavelet theory or the continuous wavelet transform in general, you can choose to use the advanced interface to fCWT. The advanced interface gives users a lot of freedom. It gives the possibility to adjust the wavelet parameters, reuse the time-frequency matrix memory and FFTW optimization plans to speed up calculations and access the actual wavelet scales in addition to frequencies.  \n",
    "\n",
    "Advanced usage involves a few specific steps:\n",
    "1. Make sure that the input is an array of floats (not doubles)\n",
    "2. Create the `Morlet` object\n",
    "3. Create the `Scales` object that translates your frequency range to a scale range depending on the wavelet type\n",
    "4. Initializing a `FCWT` object\n",
    "5. Allocating memory for the time-frequency matrix using `np.zeros(...,dtype=np.complex64)`\n",
    "6. Calculating the CWT using the fcwt-object\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#make sure signal is a numpy float array\n",
    "signal = np.array(signal, dtype=np.float32)\n",
    "\n",
    "#initialize Morlet wavelet with wavelet parameter (sigma) 2.0\n",
    "morl = fcwt.Morlet(2.0)\n",
    "\n",
    "#initialize scales\n",
    "scales = fcwt.Scales(morl, fcwt.FCWT_LINFREQS, fs, f0, f1, fn)\n",
    "\n",
    "#initialize fcwt\n",
    "nthreads = 8\n",
    "use_optimization_plan = False\n",
    "use_normalization = True\n",
    "fcwt_obj = fcwt.FCWT(morl, nthreads, use_optimization_plan, use_normalization)\n",
    "\n",
    "#initialize output array\n",
    "output = np.zeros((fn,signal.size), dtype=np.complex64)\n",
    "\n",
    "#calculate cwt\n",
    "fcwt_obj.cwt(signal, scales, output)\n",
    "\n",
    "#plot cwt\n",
    "plt.imshow(np.abs(output),aspect='auto')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Complex valued input"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Although real valued inputs are much more common, fCWT can also handle complex valued inputs. Using complex valued inputs is simple. Instead of using `fcwt.cwt` one uses `fcwt.ccwt`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#create complex version of signal\n",
    "csignal = signal + 1j*0\n",
    "\n",
    "#calculate cwt using ccwt function\n",
    "fcwt_obj.ccwt(csignal, scales, output)\n",
    "\n",
    "#plot cwt\n",
    "plt.imshow(np.abs(output),aspect='auto')\n",
    "plt.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Optimization plans"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "fCWT can be accelerated by creating optimization plans for the underlying FFTW library. fCWT provides a wrapper function that generates such plans for a specific combination of hardware and signal length. As such, plans created for hardware setup X tend to lose performance on hardware setup Y. However, plans do work for all signal lengths up to the length for which the plan was created!\n",
    "\n",
    "**FCWT_OBJ.create_optimization_plan(N, type)**\n",
    "\n",
    "|Arguments      |Description        |Default value|\n",
    "|:--------------|:------------------|:------------|\n",
    "|N              |Maximum signal length for which to create a plan| - |\n",
    "|Type           |Optimization technique to use | - |\n",
    "\n",
    "Plans are created for all powers of 2 up until the smallest power of 2 that is larger than N. \n",
    "\n",
    "Optimization techniques are denoted by a string corresponding to the optimization type used (see FFTW's planner flags: https://www.fftw.org/fftw3_doc/Planner-Flags.html).\n",
    "\n",
    "|Plan               |Description|\n",
    "|:------------------|:------------|\n",
    "|FFTW_ESTIMATE      |Very fast but non-optimal optimization strategy  |\n",
    "|FFTW_MEASURE       |Fast optimization, but better than FFTW_ESTIMATE |\n",
    "|FFTW_PATIENT       |Slow optimization but tends to optimize well |\n",
    "|FFTW_EXHAUSTIVE    |Very slow optimization for optimal optimization in some cases |"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Threads:8\n",
      "Calculating optimal scheme for forward FFT with N:2048\n",
      "Calculating optimal scheme for backward FFT with N:2048\n",
      "Optimization schemes for N: 2048 have been calculated. Next time you use fCWT it will automatically choose the right optimization scheme based on number of threads and signal length.\n",
      "Threads:8\n",
      "Calculating optimal scheme for forward FFT with N:4096\n",
      "Calculating optimal scheme for backward FFT with N:4096\n",
      "Optimization schemes for N: 4096 have been calculated. Next time you use fCWT it will automatically choose the right optimization scheme based on number of threads and signal length.\n",
      "Threads:8\n",
      "Calculating optimal scheme for forward FFT with N:8192\n",
      "Calculating optimal scheme for backward FFT with N:8192\n",
      "Optimization schemes for N: 8192 have been calculated. Next time you use fCWT it will automatically choose the right optimization scheme based on number of threads and signal length.\n",
      "Threads:8\n",
      "Calculating optimal scheme for forward FFT with N:16384\n",
      "Calculating optimal scheme for backward FFT with N:16384\n",
      "Optimization schemes for N: 16384 have been calculated. Next time you use fCWT it will automatically choose the right optimization scheme based on number of threads and signal length.\n",
      "Threads:8\n",
      "Calculating optimal scheme for forward FFT with N:32768\n",
      "Calculating optimal scheme for backward FFT with N:32768\n",
      "Optimization schemes for N: 32768 have been calculated. Next time you use fCWT it will automatically choose the right optimization scheme based on number of threads and signal length.\n",
      "Threads:8\n",
      "Calculating optimal scheme for forward FFT with N:65536\n",
      "Calculating optimal scheme for backward FFT with N:65536\n",
      "Optimization schemes for N: 65536 have been calculated. Next time you use fCWT it will automatically choose the right optimization scheme based on number of threads and signal length.\n",
      "Threads:8\n",
      "Calculating optimal scheme for forward FFT with N:131072\n",
      "Calculating optimal scheme for backward FFT with N:131072\n",
      "Optimization schemes for N: 131072 have been calculated. Next time you use fCWT it will automatically choose the right optimization scheme based on number of threads and signal length.\n"
     ]
    }
   ],
   "source": [
    "#first set the use_optimization_plan flag to True\n",
    "use_optimization_plan = True\n",
    "\n",
    "#create a new fcwt object\n",
    "fcwt_obj_optimized = fcwt.FCWT(morl, nthreads, use_optimization_plan, False)\n",
    "\n",
    "#create optimization plan for the fcwt object and signal length 10000\n",
    "fcwt_obj_optimized.create_FFT_optimization_plan(100000, \"FFTW_ESTIMATE\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is now possible to set the use_optimization_plan flag to true."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "fcwt_obj_optimized.cwt(signal, scales, output)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can now calculate the difference in performance:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8421905200002584"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#time the fcwt calculation using timeit library\n",
    "import timeit\n",
    "timeit.timeit('fcwt_obj.cwt(signal, scales, output)', number=10, globals=globals())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.540503727000214"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "#time the fcwt calculation with optimization plan using timeit library\n",
    "timeit.timeit('fcwt_obj_optimized.cwt(signal, scales, output)', number=10, globals=globals())"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As you can see we gain an almost 50% boost in speed. As such, in cases where fCWT is calculated many times, it is very beneficial to pre-calculate optimization plans."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Scales"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Typically, the CWT uses an inverse logarithmic frequency scaling to analyse a signal. Wavelet scales are defined such that they are evenly spaced in exponential space (often base 2). However, we understand that a linear frequency scaling is sometimes preferable for interpretation. Hence, we allowed users to choose between both types of scaling. In the boilerplate wrapper functions this can be done via the `scaling` parameter. In the advanced user interface, this is typically done using the `fcwt.FCWT_LOGSCALES` or `fcwt.FCWT_LINFREQS` constants. \n",
    "\n",
    "The difference between both scalings can be easily seen:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "linscales = fcwt.Scales(morl, fcwt.FCWT_LINFREQS, fs, f0, f1, fn)\n",
    "logscales = fcwt.Scales(morl, fcwt.FCWT_LOGSCALES, fs, f0, f1, fn)\n",
    "\n",
    "fcwt_obj.cwt(signal, linscales, output)\n",
    "\n",
    "plt.imshow(np.abs(output),aspect='auto')\n",
    "plt.title('Linear frequencies')\n",
    "plt.show()\n",
    "\n",
    "\n",
    "fcwt_obj.cwt(signal, logscales, output)\n",
    "\n",
    "plt.imshow(np.abs(output),aspect='auto')\n",
    "plt.title('Log scales')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
